{
 "cells": [
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   "cell_type": "markdown",
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    "collapsed": true
   },
   "source": [
    "\n",
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "## Subsurface Data Analytics \n",
    "\n",
    "### Multivariate Analysis for Subsurface Data Analytics in Python \n",
    "\n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "##### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PGE 383 Exercise: Multivariate Analysis for Subsurface Data Analytics in Python \n",
    "\n",
    "Here's a simple workflow, demonstration of multivariate analysis for subsurface modeling workflows. This should help you get started with building subsurface models that integrate uncertainty in the sample statistics.  \n",
    "\n",
    "#### Bivariate Analysis\n",
    "\n",
    "Understand and quantify the relationship between two variables\n",
    "\n",
    "* example: relationship between porosity and permeability\n",
    "* how can we use this relationship?\n",
    "\n",
    "What would be the impact if we ignore this relationship and simply modeled porosity and permeability independently?\n",
    "\n",
    "* no relationship beyond constraints at data locations\n",
    "* independent away from data\n",
    "* nonphysical results, unrealistic uncertainty models\n",
    "\n",
    "#### Bivariate Statistics\n",
    "\n",
    "Pearson’s Product‐Moment Correlation Coefficient\n",
    "* Provides a measure of the degree of linear relationship.\n",
    "* We refer to it as the 'correlation coefficient'\n",
    "\n",
    "Let's review the sample variance of variable $x$. Of course, I'm truncating our notation as $x$ is a set of samples a locations in our modeling space, $x(\\bf{u_\\alpha}), \\, \\forall \\, \\alpha = 0, 1, \\dots, n - 1$.\n",
    "\n",
    "\\begin{equation}\n",
    "\\sigma^2_{x}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})^2}{(n-1)}\n",
    "\\end{equation}\n",
    "\n",
    "We can expand the the squared term and replace on of them with $y$, another variable in addition to $x$.\n",
    "\n",
    "\\begin{equation}\n",
    "C_{xy}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}{(n-1)}\n",
    "\\end{equation}\n",
    "\n",
    "We now have a measure that represents the manner in which variables $x$ and $y$ co-vary or vary together.  We can standardized the covariance by the product of the standard deviations of $x$ and $y$ to calculate the correlation coefficent. \n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{xy}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}{(n-1)\\sigma_x \\sigma_y}, \\, -1.0 \\le \\rho_{xy} \\le 1.0\n",
    "\\end{equation}\n",
    "\n",
    "In summary we can state that the correlation coefficient is related to the covariance as:\n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{xy}  = \\frac{C_{xy}}{\\sigma_x \\sigma_y}\n",
    "\\end{equation}\n",
    "\n",
    "The Person's correlation coefficient is quite sensitive to outliers and depature from linear behavoir (in the bivariate sense).  We have an altenrative known as the Spearman's rank correlations coefficient.   \n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{R_x R_y}  = \\frac{\\sum_{i=1}^{n} (R_{x_i} - \\overline{R_x})(R_{y_i} - \\overline{R_y})}{(n-1)\\sigma_{R_x} \\sigma_{R_y}}, \\, -1.0 \\le \\rho_{xy} \\le 1.0\n",
    "\\end{equation}\n",
    "\n",
    "The rank correlation applies the rank transform to the data prior to calculating the correlation coefficent.  To calculate the rank transform simply replace the data values with the rank $R_x = 1,\\dots,n$, where $n$ is the maximum value and $1$ is the minimum value. \n",
    "\n",
    "\\begin{equation}\n",
    "x_\\alpha, \\, \\forall \\alpha = 1,\\dots, n, \\, | \\, x_i \\ge x_j \\, \\forall \\, i \\gt j \n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "R_{x_i} = i\n",
    "\\end{equation}\n",
    "\n",
    "The corelation coefficients provide useful metrics to quantify relationships between two variables at a time. We can also consider bivariate scatter plots and matrix scatter plots to visualize multivariate data. In general, current practical subsurface modeling is bivariate, two variables at a time.    \n",
    "\n",
    "#### Multivariate Statistics\n",
    "\n",
    "See lecture on Multivariate Statistics, including the concepts of joint, conditional and marginal probability.\n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_MV_biased.csv at https://git.io/fhgu0.\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB          # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats    # GSLIB methods convert to Python        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                        # ndarrys for gridded data\n",
    "import pandas as pd                       # DataFrames for tabular data\n",
    "import os                                 # set working directory, run executables\n",
    "import matplotlib.pyplot as plt           # for plotting\n",
    "from matplotlib.colors import ListedColormap # custom color maps\n",
    "from scipy import stats                   # summary statistics\n",
    "import math                               # trig etc.\n",
    "import scipy.signal as signal             # kernel for moving window calculation\n",
    "import random\n",
    "import seaborn as sns                     # advanced plotting\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')         # supress warnings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Design Custom Color Map\n",
    "\n",
    "Accounting for significance by masking nonsignificant values\n",
    "\n",
    "* for demonstration only currently, could be updated for each plot based on results confidence and uncertainty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_colormap = plt.cm.get_cmap('RdBu_r', 256)            # make a custom colormap\n",
    "newcolors = my_colormap(np.linspace(0, 1, 256))         # define colormap space\n",
    "white = np.array([250/256, 250/256, 250/256, 1])        # define white color (4 channel)\n",
    "#newcolors[26:230, :] = white                           # mask all correlations less than abs(0.8)\n",
    "#newcolors[56:200, :] = white                           # mask all correlations less than abs(0.6)\n",
    "newcolors[76:180, :] = white                            # mask all correlations less than abs(0.4)\n",
    "signif = ListedColormap(newcolors)                      # assign as listed colormap\n",
    "  \n",
    "my_colormap = plt.cm.get_cmap('inferno', 256)           # make a custom colormap\n",
    "newcolors = my_colormap(np.linspace(0, 1, 256))         # define colormap space\n",
    "white = np.array([250/256, 250/256, 250/256, 1])        # define white color (4 channel)\n",
    "#newcolors[26:230, :] = white                           # mask all correlations less than abs(0.8)\n",
    "newcolors[0:12, :] = white                              # mask all correlations less than abs(0.6)\n",
    "#newcolors[86:170, :] = white                           # mask all correlations less than abs(0.4)\n",
    "sign1 = ListedColormap(newcolors)                       # assign as listed colormap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#os.chdir(\"d:/PGE383\")                     # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = pd.read_csv('sample_data_MV_biased.csv') # load our data table\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/master/sample_data_MV_biased.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the DataFrame would be useful and we already learned about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "   Unnamed: 0      X      Y  Facies  Porosity        Perm           AI\n",
      "0           0  100.0  900.0     0.0  0.101319    1.996868  5590.417154\n",
      "1           1  100.0  800.0     1.0  0.147676   10.711789  3470.845666\n",
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       "    Unnamed: 0      X      Y  Facies  Porosity        Perm           AI\n",
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     },
     "execution_count": 6,
     "metadata": {},
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    }
   ],
   "source": [
    "print(df.iloc[0:5,:])                   # display first 4 samples in the table as a preview\n",
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics for Tabular Data\n",
    "\n",
    "The table includes X and Y coordinates (meters), Facies 1 and 0 (1 is sandstone and 0 interbedded sand and mudstone), Porosity (fraction), and permeability as Perm (mDarcy). \n",
    "\n",
    "There are a lot of efficient methods to calculate summary statistics from tabular data in DataFrames. The describe command provides count, mean, minimum, maximum, and quartiles all in a nice data table. We use transpose just to flip the table so that features are on the rows and the statistics are on the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "      <td>277.412187</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>269.000000</td>\n",
       "      <td>539.000000</td>\n",
       "      <td>769.000000</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>368.0</td>\n",
       "      <td>0.597826</td>\n",
       "      <td>0.491004</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>368.0</td>\n",
       "      <td>0.127026</td>\n",
       "      <td>0.030642</td>\n",
       "      <td>0.041122</td>\n",
       "      <td>0.103412</td>\n",
       "      <td>0.125842</td>\n",
       "      <td>0.148623</td>\n",
       "      <td>0.210258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>368.0</td>\n",
       "      <td>85.617362</td>\n",
       "      <td>228.362654</td>\n",
       "      <td>0.094627</td>\n",
       "      <td>2.297348</td>\n",
       "      <td>10.377292</td>\n",
       "      <td>50.581288</td>\n",
       "      <td>1991.097723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI</th>\n",
       "      <td>368.0</td>\n",
       "      <td>4791.736646</td>\n",
       "      <td>974.560569</td>\n",
       "      <td>1981.177309</td>\n",
       "      <td>4110.728374</td>\n",
       "      <td>4713.325533</td>\n",
       "      <td>5464.043562</td>\n",
       "      <td>7561.250336</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            count         mean         std          min          25%  \\\n",
       "Unnamed: 0  368.0   293.260870  169.058258     0.000000   150.500000   \n",
       "X           368.0   499.565217  289.770794     0.000000   240.000000   \n",
       "Y           368.0   520.644022  277.412187     9.000000   269.000000   \n",
       "Facies      368.0     0.597826    0.491004     0.000000     0.000000   \n",
       "Porosity    368.0     0.127026    0.030642     0.041122     0.103412   \n",
       "Perm        368.0    85.617362  228.362654     0.094627     2.297348   \n",
       "AI          368.0  4791.736646  974.560569  1981.177309  4110.728374   \n",
       "\n",
       "                    50%          75%          max  \n",
       "Unnamed: 0   296.000000   439.500000   586.000000  \n",
       "X            500.000000   762.500000   990.000000  \n",
       "Y            539.000000   769.000000   999.000000  \n",
       "Facies         1.000000     1.000000     1.000000  \n",
       "Porosity       0.125842     0.148623     0.210258  \n",
       "Perm          10.377292    50.581288  1991.097723  \n",
       "AI          4713.325533  5464.043562  7561.250336  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Tabular Data with Location Maps \n",
    "\n",
    "It is natural to set the x and y coordinate and feature ranges manually. e.g. do you want your color bar to go from 0.05887 to 0.24230 exactly? Also, let's pick a color map for display. I heard that plasma is known to be friendly to the color blind as the color and intensity vary together (hope I got that right, it was an interesting Twitter conversation started by Matt Hall from Agile if I recall correctly). We will assume a study area of 0 to 1,000m in x and y and omit any data outside this area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "pormin = 0.05; pormax = 0.25;           # range of porosity values\n",
    "permmin = 0.01; permmax = 2000.0         # range of permeability values\n",
    "AImin = 2000.0; AImax = 8000.0          # range of AI values\n",
    "nx = 100; ny = 100; csize = 10.0\n",
    "cmap = plt.cm.plasma                    # color map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try out locmap. This is a reimplementation of GSLIB's locmap program that uses matplotlib. I hope you find it simpler than matplotlib, if you want to get more advanced and build custom plots lock at the source. If you improve it, send me the new code. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can populate the plotting parameters and visualize the porosity data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "GSLIB.locmap_st(df,'X','Y','Facies',xmin,xmax,ymin,ymax,0,1,'Well Data - Porosity','X(m)','Y(m)','Facies (0-shale, 1-sand)',cmap)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Perm',xmin,xmax,ymin,ymax,permmin,permmax,'Well Data - Permeability','X(m)','Y(m)','Permeability (md)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','AI',xmin,xmax,ymin,ymax,AImin,AImax,'Well Data - Acoustic Impedance','X(m)','Y(m)','Acoustic Impedance (m/s x g/cm^3)',cmap)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=3.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Analysis\n",
    "\n",
    "Let's start with some simple bivariate plotting and calculations. Firsty some scatter plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.plot(df['Porosity'].values,df['Perm'].values, 'o', label='', markerfacecolor='darkorange', markeredgecolor='black', alpha=0.8)\n",
    "plt.title('Well Data Permeability vs. Porostiy')\n",
    "plt.xlabel('Porosity (fraction)')\n",
    "plt.ylabel('Permeability (mD)')\n",
    "#plt.legend()\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(df['AI'].values,df['Porosity'].values, 'o', label='', markerfacecolor='darkorange', markeredgecolor='black', alpha=0.8)\n",
    "plt.title('Well Data Porostiy vs. Acoustic Impedance')\n",
    "plt.ylabel('Porosity (fraction)')\n",
    "plt.xlabel('Acoustic Impedance (m/s x g/cm^3)')\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.2, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Correlation and Covariance\n",
    "\n",
    "It is straight forward to calculat the covariance and correlation from the pairs of data in our dataset. Here's the covariance.  Notice that the matrix is symmetrical?  Makes sense, as the $C_{Por,Perm} = C_{Perm,Por}$.  Also, note that the diagonal values ($C_{i,j}$ where $i=j$) equal to the variance.  We check porosity by calculating the variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Facies   Porosity          Perm             AI\n",
      "Facies      0.241085   0.011370     33.010926    -248.032706\n",
      "Porosity    0.011370   0.000939      4.055029     -17.132244\n",
      "Perm       33.010926   4.055029  52149.501968  -46471.695092\n",
      "AI       -248.032706 -17.132244 -46471.695092  949768.302409\n",
      "The variance of porosity is 0.000936\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[:,3:7].cov())                    # the covariance matrix for columns 3,4,5 and 6 and all rows\n",
    "print('The variance of porosity is ' + str(round(np.var(df['Porosity'].values),6)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the correlation coefficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.755682</td>\n",
       "      <td>0.294406</td>\n",
       "      <td>-0.518340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>0.755682</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.579493</td>\n",
       "      <td>-0.573700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>0.294406</td>\n",
       "      <td>0.579493</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.208812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI</th>\n",
       "      <td>-0.518340</td>\n",
       "      <td>-0.573700</td>\n",
       "      <td>-0.208812</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Facies  Porosity      Perm        AI\n",
       "Facies    1.000000  0.755682  0.294406 -0.518340\n",
       "Porosity  0.755682  1.000000  0.579493 -0.573700\n",
       "Perm      0.294406  0.579493  1.000000 -0.208812\n",
       "AI       -0.518340 -0.573700 -0.208812  1.000000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:,3:7].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize the Correlation Matrix\n",
    "\n",
    "It is convenient to visualize the correlation matrix as follows.\n",
    "\n",
    "* I added a custom colour bar to communicate significance. Demonstration only, I did not calculate confidence intervals, but that could be added."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(111)                                        # plot correlation matrix with significance colormap\n",
    "sns.heatmap(df.iloc[:,1:7].corr(),vmin = -1.0, vmax = 1.0,linewidths=.5, fmt= '.1f',cmap = signif)\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1., top=1., wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rank Correlation Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rank Correlation:\n",
      "[[ 1.         -0.07357553 -0.17220559 -0.16606427 -0.27886601  0.08360199]\n",
      " [-0.07357553  1.          0.15085391  0.20171806  0.18916157 -0.35440765]\n",
      " [-0.17220559  0.15085391  1.          0.79973189  0.71923703 -0.50503617]\n",
      " [-0.16606427  0.20171806  0.79973189  1.          0.88314655 -0.56863773]\n",
      " [-0.27886601  0.18916157  0.71923703  0.88314655  1.         -0.34876935]\n",
      " [ 0.08360199 -0.35440765 -0.50503617 -0.56863773 -0.34876935  1.        ]]\n",
      "\n",
      "Rank Correlation p-value:\n",
      "[[0.00000000e+000 1.58973816e-001 9.09731115e-004 1.38839048e-003\n",
      "  5.33816809e-008 1.09352069e-001]\n",
      " [1.58973816e-001 0.00000000e+000 3.72387503e-003 9.75577852e-005\n",
      "  2.62849798e-004 2.48348363e-012]\n",
      " [9.09731115e-004 3.72387503e-003 0.00000000e+000 4.11417796e-083\n",
      "  7.49150387e-060 3.24513314e-025]\n",
      " [1.38839048e-003 9.75577852e-005 4.11417796e-083 0.00000000e+000\n",
      "  2.26847950e-122 6.59769641e-033]\n",
      " [5.33816809e-008 2.62849798e-004 7.49150387e-060 2.26847950e-122\n",
      "  0.00000000e+000 5.77157354e-012]\n",
      " [1.09352069e-001 2.48348363e-012 3.24513314e-025 6.59769641e-033\n",
      "  5.77157354e-012 0.00000000e+000]]\n"
     ]
    }
   ],
   "source": [
    "rank_correlation, rank_correlation_pval = stats.spearmanr(df.iloc[:,1:7]) # calculate the range correlation coefficient\n",
    "print('Rank Correlation:')\n",
    "print(rank_correlation)\n",
    "print('\\nRank Correlation p-value:')\n",
    "print(rank_correlation_pval)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot Correlation and Rank Correlation Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)                                        # plot correlation matrix with significance colormap\n",
    "sns.heatmap(df.iloc[:,1:7].corr(),vmin = -1.0, vmax = 1.0,linewidths=.5, fmt= '.1f',cmap = signif)\n",
    "plt.title('Correlation')\n",
    "\n",
    "plt.subplot(122)                                        # plot correlation matrix with significance colormap\n",
    "sns.heatmap(stats.spearmanr(df.iloc[:,1:7])[0],vmin = -1.0, vmax = 1.0,linewidths=.5, fmt= '.1f',cmap = signif)\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2., top=1., wspace=0.2, hspace=0.2)\n",
    "plt.title('Rank Correlation')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Matrix Scatter Plots\n",
    "\n",
    "If we have 3 or more variables to consider then matrix scatter plot offer an efficient method to display the multivariate relationships, 2 variables at a time.  Once can identify:\n",
    "\n",
    "1. the range, envelope of the paired data\n",
    "2. homoscedastic and heteroscedastic behavoirs\n",
    "3. non-linear features\n",
    "\n",
    "Here's the seaborn package matrix scatter plot function, pairplot. Let's color the results by facies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23f66d83790>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 591.875x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue='Facies',vars=['Porosity','Perm','AI'],markers='o')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pair Grid Plot\n",
    "\n",
    "For maximum control of the resulting plot we can work with pair grid plots from seaborn.\n",
    "\n",
    "* we can independently set lower, upper and diagonal components of the plot\n",
    "\n",
    "We demostrate this with all facies pooled together for:\n",
    "\n",
    "* scatter plots for upper\n",
    "\n",
    "* histograms for diagonal\n",
    "\n",
    "* kernel density plots for the lower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 872x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pairgrid = sns.PairGrid(df,vars=['Porosity','Perm','AI'], size = 4)\n",
    "pairgrid = pairgrid.map_upper(plt.scatter, color = 'darkorange', edgecolor = 'black', alpha = 0.8, s = 10)\n",
    "pairgrid = pairgrid.map_diag(plt.hist, bins = 20, color = 'darkorange',alpha = 0.8, edgecolor = 'k')# Map a density plot to the lower triangle\n",
    "pairgrid = pairgrid.map_lower(sns.kdeplot, cmap = plt.cm.inferno, \n",
    "                              shade = False, shade_lowest = False, alpha = 1.0, n_levels = 10)\n",
    "pairgrid.add_legend()\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=0.6, top=0.6, wspace=0.2, hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Joint, Conditional and Marginals\n",
    "\n",
    "We can use kernel density estimation to estimate the joint probabilities density function (pdf) for the paired data, a 2D pdf! We could use this to estimate any required joint, marginal and conditional probability (care must be taken with normalization). Let's use the seaborn package 'kdeplot' function to estimate the joint pdf for porosity and acoustic impedance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Porosity vs. Acoustic Impedance')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.kdeplot(df['AI'].values,df['Porosity'].values, shade=True, n_levels = 10,cmap=cmap,cbar= True, shade_lowest = False)\n",
    "ax.set_xlabel('Acoustic Impedance (m/s x g/cm^3)'); ax.set_ylabel('Porosity (fraction)'); ax.set_title('Porosity vs. Acoustic Impedance')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I think is it useful to visualize the joint pdfs with the marginal pdfs on a single plot. We can use seaborn's 'jointplot' to accomplish this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot('AI','Porosity', df, kind='kde',shade = False, n_levels = 10,cmap=cmap, shade_lowest = True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correlation coefficient and the p-value of the correlation coefficient (significant if < $\\alpha/2$ or > $1-\\alpha/2$). \n",
    "\n",
    "#### Calculating Conditional Statistics\n",
    "\n",
    "Of course, we could just calculate the conditional statistics by-hand. We need to select some bins over the variable that we will condition to. Let's calculate conditional statistical of porosity given acoustic impedance. We will select 9 equal spaced bins.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000.         2666.66666667 3333.33333333 4000.         4666.66666667\n",
      " 5333.33333333 6000.         6666.66666667 7333.33333333 8000.        ]\n",
      "[2333.33333333 3000.         3666.66666667 4333.33333333 5000.\n",
      " 5666.66666667 6333.33333333 7000.         7666.66666667]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "      <th>AI_bins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.101319</td>\n",
       "      <td>1.996868</td>\n",
       "      <td>5590.417154</td>\n",
       "      <td>5666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.147676</td>\n",
       "      <td>10.711789</td>\n",
       "      <td>3470.845666</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.145912</td>\n",
       "      <td>17.818143</td>\n",
       "      <td>3586.988513</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.186167</td>\n",
       "      <td>217.109365</td>\n",
       "      <td>3732.114787</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.146088</td>\n",
       "      <td>16.717367</td>\n",
       "      <td>2534.551236</td>\n",
       "      <td>2333.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      X      Y  Facies  Porosity        Perm           AI  \\\n",
       "0           0  100.0  900.0     0.0  0.101319    1.996868  5590.417154   \n",
       "1           1  100.0  800.0     1.0  0.147676   10.711789  3470.845666   \n",
       "2           2  100.0  700.0     1.0  0.145912   17.818143  3586.988513   \n",
       "3           3  100.0  600.0     1.0  0.186167  217.109365  3732.114787   \n",
       "4           4  100.0  500.0     1.0  0.146088   16.717367  2534.551236   \n",
       "\n",
       "       AI_bins  \n",
       "0  5666.666667  \n",
       "1  3666.666667  \n",
       "2  3666.666667  \n",
       "3  3666.666667  \n",
       "4  2333.333333  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AI_bins = np.linspace(2000,8000,10)            # set the bin boundaries and then the centroids for plotting\n",
    "AI_centroids = np.linspace((AI_bins[0]+AI_bins[1])*0.5,(AI_bins[8]+AI_bins[9])*0.5,9)\n",
    "print(AI_bins)                                 # check the boundaries\n",
    "print(AI_centroids)                            # check the centroids\n",
    "df['AI_bins'] = pd.cut(df['AI'], AI_bins,labels = AI_centroids) # cut on bondaries and lable with centroids \n",
    "df.head()                                      # check the new column in the DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use the 'groupby' function built-in to Pandas' DataFrames to extract subsets of porosity values in each bin from the DataFrame and then to calculate the conditional statistics: expectation, P90 and P10. Let's plot the result. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_exp = df.groupby('AI_bins')['Porosity'].mean()\n",
    "cond_P90 = df.groupby('AI_bins')['Porosity'].quantile(.9)\n",
    "cond_P10 = df.groupby('AI_bins')['Porosity'].quantile(.1)\n",
    "\n",
    "plt.subplot(111)\n",
    "plt.plot(AI_centroids,cond_exp,color='black')\n",
    "plt.plot(AI_centroids,cond_P90,'r--',color='black',linewidth = 1.0)\n",
    "plt.plot(AI_centroids,cond_P10,'r--',color='black',linewidth = 1.0)\n",
    "\n",
    "plt.xlabel('Acoustic Impedance (m/s x g/cm^3)')\n",
    "plt.ylabel('Porosity (fraction) | Acoustic Impedance')\n",
    "t = plt.title('Porosity Conditional to Accoustic Impedance')\n",
    "plt.ylim(pormin,pormax)\n",
    "plt.xlim(AImin,AImax)\n",
    "plt.text(3200, .10, 'P10')\n",
    "plt.text(3200, .15, 'Expectation')\n",
    "plt.text(3200, .19, 'P90')\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1.2, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Does acoustic impedance provide information about porosity? \n",
    "\n",
    "Yes, clearly the conditional statistics vary over acoustic impedance, knowing the acoustic impedance reduces the uncertainty about porosity.\n",
    "\n",
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of multivariate analysis. A lot more could be done, for example, there are methods that reduce the dimensionality, and remove dependency to allow for independent variable modeling workflows etc.\n",
    "\n",
    "I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations, trend modeling and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "#### The Author:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations, trend modeling and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
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